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14 min readfrom nettpilot.com

AI Search Optimization Tools:A Strategist’s Honest Comparison (2026)

I built an AI agent from 25 years of sprint coaching and SEO work—same strategic thinking I use with clients, now available on-demand. This comparison cuts through the noise in 'AI search optimization tools,' a category that's already three different things pretending to be one. Most vendors are selling classical SEO with an LLM bolted on. I wanted strategists to see which tools actually measure citation in generative engines versus which ones are just rebranded Google ranking software, and what to do about it on Monday.

Read the full article on nettpilot.com →

  • How do third-party citations affect generative engine optimization?

    Generative engines like ChatGPT and Perplexity don't cite your brand unless third-party sources validate your claims first. I wrote this to show why traditional SEO is becoming invisible in the age of AI search — and what actually works instead. Here's what moves the needle: earning mentions from authoritative, independent sources that LLMs trust to build consensus around your expertise.

  • BLUF SEO: Why “Bottom Line Up Front” is essential for SEO and AI search in 2026

    AI search is changing how content wins in 2026—and I've seen firsthand that putting your answer first matters more than ever. In this piece, I explain why BLUF (Bottom Line Up Front) isn't just good writing; it's a technical and visibility strategy that increases your chance of being cited by AI agents, improves click-through rate, and works best when you align it across UX, technical markup, and AI visibility layers. I've included practical templates and a measurement framework so you can test it on your own pages.

  • Your GEO Strategy Is Failing Three Out of Four AI Audiences

    Most SEOs treat AI search as a single channel, but the data tells a completely different story. I spent two and a half hours with David Bain unpacking why ChatGPT, Claude, Perplexity, and Gemini don't share audiences—they share a category name. The research is stark: 71% of all cited sources appear on only one platform, and roughly 9 out of 10 domains that Perplexity cites are invisible to ChatGPT users. This article breaks down what that means for your strategy on each platform, because optimizing for the wrong audience isn't a content problem—it's a structural one.

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